43 Open Source Adversarial Examples Software Projects
Free and open source adversarial examples code projects including engines, APIs, generators, and tools.
Foolbox 1645 ⭐
A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX
Advbox 978 ⭐
Advbox is a toolbox to generate adversarial examples that fool neural networks in PaddlePaddle、PyTorch、Caffe2、MxNet、Keras、TensorFlow and Advbox can benchmark the robustness of machine learning models. Advbox give a command line tool to generate adversarial examples with Zero-Coding.
Textattack 941 ⭐
TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP
Artificial Adversary 335 ⭐
🗣️ Tool to generate adversarial text examples and test machine learning models against them
Awesome Adversarial Examples Dl 193 ⭐
A curated list of awesome resources for adversarial examples in deep learning
Defensegan 177 ⭐
Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models (published in ICLR2018)
Free_adv_train 116 ⭐
Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural training.
Robust Physical Attack 103 ⭐
Physical adversarial attack for fooling the Faster R-CNN object detector
Detecting Adversarial Samples 79 ⭐
Code for "Detecting Adversarial Samples from Artifacts" (Feinman et al., 2017)
Adversarial Attacks 71 ⭐
Code for our CVPR 2018 paper, "On the Robustness of Semantic Segmentation Models to Adversarial Attacks"
Robnets 69 ⭐
[CVPR 2020] When NAS Meets Robustness: In Search of Robust Architectures against Adversarial Attacks
Blackbox Smoothing 52 ⭐
Provably defending pretrained classifiers including the Azure, Google, AWS, and Clarifai APIs
Adaptive Segmentation Mask Attack 43 ⭐
Pre-trained model, code, and materials from the paper "Impact of Adversarial Examples on Deep Learning Models for Biomedical Image Segmentation" (MICCAI 2019).
Crown Ibp 44 ⭐
Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTorch).
Fgsm Keras 35 ⭐
Implemention of Fast Gradient Sign Method for generating adversarial examples in Keras
Malconv Keras 37 ⭐
This is the implementation of MalConv proposed in [Malware Detection by Eating a Whole EXE](https://arxiv.org/abs/1710.09435) and its adversarial sample crafting.
Sememepso Attack 37 ⭐
Code and data of the ACL 2020 paper "Word-level Textual Adversarial Attacking as Combinatorial Optimization"
Patch Wise Iterative Attack 29 ⭐
Patch-wise iterative attack (accepted by ECCV 2020) to improve the transferability of adversarial examples.
Awesome Machine Learning Reliability 25 ⭐
A curated list of awesome resources regarding machine learning reliability.
Advanced Gradient Obfuscating 27 ⭐
Take further steps in the arms race of adversarial examples with only preprocessing.
Understanding Fast Adv Training 37 ⭐
Understanding and Improving Fast Adversarial Training [NeurIPS 2020]
Daedalus Attack 22 ⭐
The code of our paper: 'Daedalus: Breaking Non-Maximum Suppression in Object Detection via Adversarial Examples', in Tensorflow.
Avc_nips_2018 19 ⭐
Code to reproduce the attacks and defenses for the entries "JeromeR" in the NIPS 2018 Adversarial Vision Challenge
Attack And Defense Methods 16 ⭐
A curated list of papers of adversarial examples and defense methods.
Awesome Adversarial Interpretable Machine Learning 14 ⭐
💡 A curated list of adversarial attacks on model explanations